Profiling Report -- Boston Marathon 2014

Dataset statistics

Number of variables	25
Number of observations	31648
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	10.9 MiB
Average record size in memory	361.3 B

Variable types

NUM	22
CAT	3

Reproduction

Analysis started	2020-06-03 20:43:38.307403
Analysis finished	2020-06-03 20:44:42.468843
Duration	1 minute and 4.16 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`country` has a high cardinality: 78 distinct values	High cardinality
`state` has a high cardinality: 69 distinct values	High cardinality
`10k` is highly correlated with `5k` and 16 other fields	High correlation
`5k` is highly correlated with `10k` and 15 other fields	High correlation
`20k` is highly correlated with `5k` and 16 other fields	High correlation
`half` is highly correlated with `5k` and 16 other fields	High correlation
`25k` is highly correlated with `5k` and 16 other fields	High correlation
`30k` is highly correlated with `5k` and 16 other fields	High correlation
`35k` is highly correlated with `5k` and 16 other fields	High correlation
`40k` is highly correlated with `5k` and 16 other fields	High correlation
`official` is highly correlated with `5k` and 16 other fields	High correlation
`pace` is highly correlated with `5k` and 16 other fields	High correlation
`5k_avgSpeed` is highly correlated with `5k` and 15 other fields	High correlation
`10k_avgSpeed` is highly correlated with `5k` and 16 other fields	High correlation
`20k_avgSpeed` is highly correlated with `5k` and 16 other fields	High correlation
`25k_avgSpeed` is highly correlated with `5k` and 16 other fields	High correlation
`30k_avgSpeed` is highly correlated with `5k` and 16 other fields	High correlation
`35k_avgSpeed` is highly correlated with `5k` and 16 other fields	High correlation
`40k_avgSpeed` is highly correlated with `5k` and 16 other fields	High correlation
`rank_overall` is highly correlated with `10k` and 15 other fields	High correlation
`rank_in_gender_only` is highly correlated with `rank_overall`	High correlation
`age_division` is highly correlated with `age`	High correlation
`age` is highly correlated with `age_division`	High correlation
`age_division` has 8626 (27.3%) zeros	Zeros

5k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1433
Unique (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.678275088473207
Minimum	7.75
Maximum	86.95
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	7.75
5-th percentile	19.83
Q1	22.62
median	25.05
Q3	28.4
95-th percentile	33.15
Maximum	86.95
Range	79.2
Interquartile range (IQR)	5.78

Descriptive statistics

Standard deviation	4.215446791
Coefficient of variation (CV)	0.1641639392
Kurtosis	1.771341124
Mean	25.67827509
Median Absolute Deviation (MAD)	2.8
Skewness	0.5653030277
Sum	812666.05
Variance	17.76999165

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
23.93	81	0.3%
23.88	79	0.2%
23.48	78	0.2%
24.08	75	0.2%
24.47	74	0.2%
24.1	72	0.2%
23.17	72	0.2%
23.68	72	0.2%
24.07	71	0.2%
24.45	71	0.2%
24.02	70	0.2%
24.35	70	0.2%
24.15	69	0.2%
23.95	69	0.2%
24.72	68	0.2%
24.3	68	0.2%
24.05	68	0.2%
24.37	67	0.2%
23.83	67	0.2%
24.73	67	0.2%
24.23	66	0.2%
23.63	66	0.2%
24.8	66	0.2%
23.52	65	0.2%
24.33	64	0.2%
Other values (1408)	29893	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.75	1	< 0.1%
8	1	< 0.1%
8.02	4	< 0.1%
8.38	2	< 0.1%
8.4	1	< 0.1%
8.67	2	< 0.1%
8.68	3	< 0.1%
8.92	1	< 0.1%
8.93	2	< 0.1%
8.98	2	< 0.1%

Value	Count	Frequency (%)
86.95	1	< 0.1%
51.98	1	< 0.1%
48.83	1	< 0.1%
48.15	1	< 0.1%
46.98	1	< 0.1%
46.47	1	< 0.1%
45.9	1	< 0.1%
45.68	1	< 0.1%
45.1	1	< 0.1%
44.95	1	< 0.1%

10k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	2659
Unique (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	51.62908967391304
Minimum	16.62
Maximum	112.38
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	16.62
5-th percentile	39.65
Q1	45.37
median	50.28
Q3	57
95-th percentile	67.57
Maximum	112.38
Range	95.76
Interquartile range (IQR)	11.63

Descriptive statistics

Standard deviation	8.710235281
Coefficient of variation (CV)	0.1687078997
Kurtosis	0.4535122883
Mean	51.62908967
Median Absolute Deviation (MAD)	5.68
Skewness	0.5585924837
Sum	1633957.43
Variance	75.86819866

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
48.38	47	0.1%
48.97	47	0.1%
48.75	42	0.1%
48.02	42	0.1%
49.42	41	0.1%
47.62	41	0.1%
48.87	41	0.1%
47.88	40	0.1%
48.3	40	0.1%
49.47	39	0.1%
48.95	39	0.1%
47.2	38	0.1%
48.28	38	0.1%
48.03	37	0.1%
49.88	37	0.1%
48.65	37	0.1%
48.17	37	0.1%
49.3	37	0.1%
47.13	37	0.1%
48.08	36	0.1%
49.02	36	0.1%
47.8	36	0.1%
50.05	36	0.1%
48.25	36	0.1%
49.73	36	0.1%
Other values (2634)	30675	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16.62	1	< 0.1%
17.12	3	< 0.1%
17.13	1	< 0.1%
17.37	1	< 0.1%
17.65	1	< 0.1%
17.67	1	< 0.1%
18.13	1	< 0.1%
18.17	3	< 0.1%
18.3	2	< 0.1%
18.75	1	< 0.1%

Value	Count	Frequency (%)
112.38	1	< 0.1%
102.82	1	< 0.1%
94.98	1	< 0.1%
94.83	1	< 0.1%
94.45	1	< 0.1%
91.08	1	< 0.1%
90.18	1	< 0.1%
89.55	1	< 0.1%
88.37	1	< 0.1%
88.23	1	< 0.1%

20k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	5228
Unique (%)	16.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	105.32154701718908
Minimum	36.1
Maximum	224.35
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	36.1
5-th percentile	79.7735
Q1	91.67
median	102
Q3	116.15
95-th percentile	141.9325
Maximum	224.35
Range	188.25
Interquartile range (IQR)	24.48

Descriptive statistics

Standard deviation	19.15978598
Coefficient of variation (CV)	0.181917058
Kurtosis	0.596195049
Mean	105.321547
Median Absolute Deviation (MAD)	11.92
Skewness	0.7219371765
Sum	3333216.32
Variance	367.0973989

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
99.33	28	0.1%
96.73	27	0.1%
98.8	25	0.1%
98.17	25	0.1%
97.25	24	0.1%
96.6	24	0.1%
98.52	23	0.1%
99.37	23	0.1%
99.6	23	0.1%
96.18	23	0.1%
109.13	22	0.1%
96.67	22	0.1%
108.62	22	0.1%
98.87	22	0.1%
101.08	22	0.1%
98.12	22	0.1%
85.65	21	0.1%
97.2	21	0.1%
94.92	21	0.1%
98.1	21	0.1%
97.42	21	0.1%
94.05	21	0.1%
99.95	21	0.1%
96.57	21	0.1%
98.07	21	0.1%
Other values (5203)	31082	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.1	1	< 0.1%
36.58	1	< 0.1%
36.6	1	< 0.1%
36.98	1	< 0.1%
37.65	2	< 0.1%
38.02	1	< 0.1%
38.33	1	< 0.1%
39.03	1	< 0.1%
39.05	3	< 0.1%
39.08	1	< 0.1%

Value	Count	Frequency (%)
224.35	1	< 0.1%
211.75	1	< 0.1%
199.92	1	< 0.1%
196.12	1	< 0.1%
189.58	1	< 0.1%
189.38	1	< 0.1%
189.13	1	< 0.1%
189.02	1	< 0.1%
187.62	1	< 0.1%
186.17	1	< 0.1%

half
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	5489
Unique (%)	17.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	111.2116313827098
Minimum	38.03
Maximum	236.67
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	38.03
5-th percentile	84.157
Q1	96.75
median	107.68
Q3	122.68
95-th percentile	150.1265
Maximum	236.67
Range	198.64
Interquartile range (IQR)	25.93

Descriptive statistics

Standard deviation	20.30669068
Coefficient of variation (CV)	0.1825950256
Kurtosis	0.6026377855
Mean	111.2116314
Median Absolute Deviation (MAD)	12.56
Skewness	0.7274735953
Sum	3519625.71
Variance	412.3616862

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
101.98	27	0.1%
104	26	0.1%
101.43	24	0.1%
102.67	23	0.1%
105.8	23	0.1%
103.3	23	0.1%
101.9	22	0.1%
103.67	22	0.1%
99.25	22	0.1%
106.03	21	0.1%
103.02	21	0.1%
101.03	21	0.1%
101.82	21	0.1%
107.68	21	0.1%
105.02	21	0.1%
105.83	20	0.1%
100.92	20	0.1%
105.1	20	0.1%
115.92	20	0.1%
103	20	0.1%
102.65	20	0.1%
102.48	20	0.1%
99.2	19	0.1%
108.35	19	0.1%
103.57	19	0.1%
Other values (5464)	31113	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
38.03	1	< 0.1%
38.6	2	< 0.1%
39.12	1	< 0.1%
39.72	2	< 0.1%
40.2	1	< 0.1%
40.45	1	< 0.1%
41.18	2	< 0.1%
41.2	3	< 0.1%
41.52	1	< 0.1%
41.8	1	< 0.1%

Value	Count	Frequency (%)
236.67	1	< 0.1%
222.07	1	< 0.1%
211.25	1	< 0.1%
207.22	1	< 0.1%
201.25	1	< 0.1%
200.73	1	< 0.1%
199.97	1	< 0.1%
198.45	1	< 0.1%
198.4	1	< 0.1%
197.45	1	< 0.1%

25k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	6556
Unique (%)	20.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	133.58138081395347
Minimum	45.8
Maximum	289.02
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	45.8
5-th percentile	100.12
Q1	115.43
median	128.85
Q3	147.7
95-th percentile	183.62
Maximum	289.02
Range	243.22
Interquartile range (IQR)	32.27

Descriptive statistics

Standard deviation	25.57185777
Coefficient of variation (CV)	0.1914328001
Kurtosis	0.6657078364
Mean	133.5813808
Median Absolute Deviation (MAD)	15.58
Skewness	0.7952161924
Sum	4227583.54
Variance	653.9199097

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
123.3	25	0.1%
130.17	21	0.1%
123.07	21	0.1%
132.95	21	0.1%
117.9	21	0.1%
124	21	0.1%
121.02	20	0.1%
118.22	20	0.1%
121.23	20	0.1%
125.27	19	0.1%
124.22	19	0.1%
120.08	19	0.1%
121.7	19	0.1%
126.18	18	0.1%
126	18	0.1%
113.67	18	0.1%
124.92	18	0.1%
122.03	17	0.1%
119.8	17	0.1%
133.12	17	0.1%
120.45	17	0.1%
125.53	17	0.1%
118.8	17	0.1%
122.75	17	0.1%
119.22	17	0.1%
Other values (6531)	31174	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
45.8	1	< 0.1%
46.37	2	< 0.1%
47.45	1	< 0.1%
47.67	2	< 0.1%
48.55	1	< 0.1%
48.88	1	< 0.1%
49.15	4	< 0.1%
49.17	1	< 0.1%
49.75	1	< 0.1%
50.33	2	< 0.1%

Value	Count	Frequency (%)
289.02	1	< 0.1%
281.85	1	< 0.1%
265.27	1	< 0.1%
259.08	1	< 0.1%
250.58	1	< 0.1%
245.97	1	< 0.1%
243.77	1	< 0.1%
243.03	1	< 0.1%
241.57	1	< 0.1%
240.85	1	< 0.1%

30k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	7926
Unique (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	163.89515482810918
Minimum	56.45
Maximum	376.38
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	56.45
5-th percentile	121.3735
Q1	140.515
median	157.5
Q3	182.2
95-th percentile	228.563
Maximum	376.38
Range	319.93
Interquartile range (IQR)	41.685

Descriptive statistics

Standard deviation	32.88983799
Coefficient of variation (CV)	0.2006760848
Kurtosis	0.6447323519
Mean	163.8951548
Median Absolute Deviation (MAD)	19.92
Skewness	0.8279680976
Sum	5186953.86
Variance	1081.741443

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
146.32	19	0.1%
152.25	18	0.1%
145.92	17	0.1%
155.17	17	0.1%
166.25	17	0.1%
157.78	16	0.1%
156.22	16	0.1%
147.17	16	0.1%
148.05	16	0.1%
136.68	16	0.1%
153.8	16	0.1%
161.28	15	< 0.1%
147.2	15	< 0.1%
143.73	15	< 0.1%
155.07	15	< 0.1%
164.45	15	< 0.1%
127.87	15	< 0.1%
150.85	15	< 0.1%
165.12	15	< 0.1%
127.13	15	< 0.1%
153.17	15	< 0.1%
138.72	14	< 0.1%
159.95	14	< 0.1%
155	14	< 0.1%
139.05	14	< 0.1%
Other values (7901)	31258	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
56.45	1	< 0.1%
57.03	2	< 0.1%
58.6	1	< 0.1%
58.73	1	< 0.1%
59.18	1	< 0.1%
59.77	1	< 0.1%
59.92	2	< 0.1%
60.17	1	< 0.1%
60.82	1	< 0.1%
60.85	1	< 0.1%

Value	Count	Frequency (%)
376.38	1	< 0.1%
367.2	1	< 0.1%
324.15	1	< 0.1%
316.72	1	< 0.1%
309.58	1	< 0.1%
309.57	1	< 0.1%
304.45	1	< 0.1%
300.73	1	< 0.1%
299.68	1	< 0.1%
299.52	1	< 0.1%

35k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	9342
Unique (%)	29.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	196.0337253538928
Minimum	67.42
Maximum	449.33
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	67.42
5-th percentile	143.45
Q1	166.95
median	187.85
Q3	219.37
95-th percentile	276.1325
Maximum	449.33
Range	381.91
Interquartile range (IQR)	52.42

Descriptive statistics

Standard deviation	40.7756322
Coefficient of variation (CV)	0.2080031491
Kurtosis	0.5190601842
Mean	196.0337254
Median Absolute Deviation (MAD)	24.84
Skewness	0.8164986246
Sum	6204075.34
Variance	1662.652181

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
186.28	17	0.1%
176.4	17	0.1%
173.22	16	0.1%
168.52	16	0.1%
180.32	15	< 0.1%
180.17	15	< 0.1%
182.58	15	< 0.1%
170.85	15	< 0.1%
179.8	14	< 0.1%
170.6	14	< 0.1%
169.62	14	< 0.1%
178.1	14	< 0.1%
167.67	14	< 0.1%
166.88	14	< 0.1%
177.5	13	< 0.1%
188.57	13	< 0.1%
169.88	13	< 0.1%
174.83	13	< 0.1%
179.9	13	< 0.1%
172.15	13	< 0.1%
177.73	13	< 0.1%
169.53	13	< 0.1%
182.57	13	< 0.1%
179.53	13	< 0.1%
195.67	13	< 0.1%
Other values (9317)	31295	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
67.42	1	< 0.1%
67.83	2	< 0.1%
70.23	1	< 0.1%
70.6	1	< 0.1%
70.83	2	< 0.1%
71.18	1	< 0.1%
71.4	1	< 0.1%
72.18	1	< 0.1%
72.6	1	< 0.1%
72.62	1	< 0.1%

Value	Count	Frequency (%)
449.33	1	< 0.1%
439.82	1	< 0.1%
391.6	1	< 0.1%
380.58	1	< 0.1%
372.7	1	< 0.1%
365.62	1	< 0.1%
363.47	1	< 0.1%
361.67	1	< 0.1%
361.37	1	< 0.1%
359.53	1	< 0.1%

40k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	10391
Unique (%)	32.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	228.1904550050556
Minimum	76.1
Maximum	508.35
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	76.1
5-th percentile	165.487
Q1	193.62
median	218.475
Q3	256.57
95-th percentile	321.7
Maximum	508.35
Range	432.25
Interquartile range (IQR)	62.95

Descriptive statistics

Standard deviation	48.07518125
Coefficient of variation (CV)	0.210680071
Kurtosis	0.3720835143
Mean	228.190455
Median Absolute Deviation (MAD)	29.655
Skewness	0.7709058553
Sum	7221771.52
Variance	2311.223052

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
205.6	16	0.1%
201.67	15	< 0.1%
208.27	15	< 0.1%
205.88	14	< 0.1%
218.13	13	< 0.1%
206.92	13	< 0.1%
199.87	13	< 0.1%
204.82	13	< 0.1%
201.32	13	< 0.1%
219	12	< 0.1%
198.85	12	< 0.1%
204.92	12	< 0.1%
200.42	12	< 0.1%
213.4	12	< 0.1%
202.88	12	< 0.1%
194.43	11	< 0.1%
197.78	11	< 0.1%
195.7	11	< 0.1%
206.85	11	< 0.1%
203.12	11	< 0.1%
224.95	11	< 0.1%
207.38	11	< 0.1%
195.52	11	< 0.1%
195.92	11	< 0.1%
198.62	11	< 0.1%
Other values (10366)	31341	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
76.1	1	< 0.1%
76.7	1	< 0.1%
76.72	1	< 0.1%
79.83	1	< 0.1%
79.92	1	< 0.1%
80.18	2	< 0.1%
80.43	1	< 0.1%
80.62	1	< 0.1%
81.83	1	< 0.1%
82.17	2	< 0.1%

Value	Count	Frequency (%)
508.35	1	< 0.1%
508.17	1	< 0.1%
455.97	1	< 0.1%
436.57	1	< 0.1%
433.28	1	< 0.1%
421.53	1	< 0.1%
417.95	1	< 0.1%
416.65	1	< 0.1%
412.82	1	< 0.1%
411.37	1	< 0.1%

official
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	10848
Unique (%)	34.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	241.95287822295245
Minimum	80.6
Maximum	538.88
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	80.6
5-th percentile	175.28
Q1	205.3
median	231.98
Q3	272.2
95-th percentile	340.513
Maximum	538.88
Range	458.28
Interquartile range (IQR)	66.9

Descriptive statistics

Standard deviation	50.84327897
Coefficient of variation (CV)	0.2101371116
Kurtosis	0.3291582404
Mean	241.9528782
Median Absolute Deviation (MAD)	31.69
Skewness	0.7517530927
Sum	7657324.69
Variance	2585.039016

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
224.6	14	< 0.1%
198.55	14	< 0.1%
208.37	14	< 0.1%
204.38	13	< 0.1%
223.42	13	< 0.1%
236.47	13	< 0.1%
212.55	12	< 0.1%
218.05	12	< 0.1%
206.52	12	< 0.1%
226.53	12	< 0.1%
213.72	12	< 0.1%
233.53	12	< 0.1%
233.77	11	< 0.1%
225.75	11	< 0.1%
222.2	11	< 0.1%
235.7	11	< 0.1%
206.1	11	< 0.1%
214.2	11	< 0.1%
239.75	11	< 0.1%
208.07	11	< 0.1%
213.32	11	< 0.1%
234.23	11	< 0.1%
229.25	11	< 0.1%
219.48	11	< 0.1%
209.57	11	< 0.1%
Other values (10823)	31352	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
80.6	1	< 0.1%
81.23	2	< 0.1%
84.65	1	< 0.1%
84.7	1	< 0.1%
84.82	1	< 0.1%
84.88	1	< 0.1%
85.25	1	< 0.1%
85.38	1	< 0.1%
86.9	1	< 0.1%
86.95	2	< 0.1%

Value	Count	Frequency (%)
538.88	1	< 0.1%
534.22	1	< 0.1%
479.8	1	< 0.1%
461.87	1	< 0.1%
457.55	1	< 0.1%
444.4	1	< 0.1%
439.67	1	< 0.1%
438.08	1	< 0.1%
436.83	1	< 0.1%
435.78	1	< 0.1%

pace
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	702
Unique (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.236482558139535
Minimum	3.08
Maximum	20.57
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	3.08
5-th percentile	6.7
Q1	7.83
median	8.85
Q3	10.38
95-th percentile	13
Maximum	20.57
Range	17.49
Interquartile range (IQR)	2.55

Descriptive statistics

Standard deviation	1.939177789
Coefficient of variation (CV)	0.209947648
Kurtosis	0.3273589478
Mean	9.236482558
Median Absolute Deviation (MAD)	1.2
Skewness	0.7513709293
Sum	292316.2
Variance	3.760410498

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8.38	162	0.5%
8.28	150	0.5%
8	150	0.5%
8.08	149	0.5%
7.98	149	0.5%
8.32	149	0.5%
8.92	148	0.5%
8.57	147	0.5%
7.82	146	0.5%
8.77	145	0.5%
8.35	144	0.5%
8.17	143	0.5%
8.37	143	0.5%
8.53	141	0.4%
7.95	140	0.4%
8.3	140	0.4%
8.02	140	0.4%
8.27	140	0.4%
9	140	0.4%
8.47	139	0.4%
8.97	138	0.4%
7.93	138	0.4%
8.22	137	0.4%
8.43	136	0.4%
8.25	136	0.4%
Other values (677)	28058	88.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.08	1	< 0.1%
3.1	2	< 0.1%
3.23	2	< 0.1%
3.25	2	< 0.1%
3.27	2	< 0.1%
3.32	3	< 0.1%
3.35	1	< 0.1%
3.42	2	< 0.1%
3.55	1	< 0.1%
3.63	1	< 0.1%

Value	Count	Frequency (%)
20.57	1	< 0.1%
20.38	1	< 0.1%
18.3	1	< 0.1%
17.62	1	< 0.1%
17.47	1	< 0.1%
16.97	1	< 0.1%
16.78	1	< 0.1%
16.77	1	< 0.1%
16.72	1	< 0.1%
16.62	1	< 0.1%

5k_avgSpeed
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1433
Unique (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.135655017694641
Minimum	1.55
Maximum	17.39
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1.55
5-th percentile	3.966
Q1	4.524
median	5.01
Q3	5.68
95-th percentile	6.63
Maximum	17.39
Range	15.84
Interquartile range (IQR)	1.156

Descriptive statistics

Standard deviation	0.8430893582
Coefficient of variation (CV)	0.1641639392
Kurtosis	1.771341124
Mean	5.135655018
Median Absolute Deviation (MAD)	0.56
Skewness	0.5653030277
Sum	162533.21
Variance	0.710799666

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4.786	81	0.3%
4.776	79	0.2%
4.696	78	0.2%
4.816	75	0.2%
4.894	74	0.2%
4.736	72	0.2%
4.634	72	0.2%
4.82	72	0.2%
4.814	71	0.2%
4.89	71	0.2%
4.87	70	0.2%
4.804	70	0.2%
4.83	69	0.2%
4.79	69	0.2%
4.86	68	0.2%
4.944	68	0.2%
4.81	68	0.2%
4.766	67	0.2%
4.946	67	0.2%
4.874	67	0.2%
4.726	66	0.2%
4.846	66	0.2%
4.96	66	0.2%
4.704	65	0.2%
4.866	64	0.2%
Other values (1408)	29893	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.55	1	< 0.1%
1.6	1	< 0.1%
1.604	4	< 0.1%
1.676	2	< 0.1%
1.68	1	< 0.1%
1.734	2	< 0.1%
1.736	3	< 0.1%
1.784	1	< 0.1%
1.786	2	< 0.1%
1.796	2	< 0.1%

Value	Count	Frequency (%)
17.39	1	< 0.1%
10.396	1	< 0.1%
9.766	1	< 0.1%
9.63	1	< 0.1%
9.396	1	< 0.1%
9.294	1	< 0.1%
9.18	1	< 0.1%
9.136	1	< 0.1%
9.02	1	< 0.1%
8.99	1	< 0.1%

10k_avgSpeed
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	2659
Unique (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.162908967391305
Minimum	1.6620000000000001
Maximum	11.238
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1.662
5-th percentile	3.965
Q1	4.537
median	5.028
Q3	5.7
95-th percentile	6.757
Maximum	11.238
Range	9.576
Interquartile range (IQR)	1.163

Descriptive statistics

Standard deviation	0.8710235281
Coefficient of variation (CV)	0.1687078997
Kurtosis	0.4535122883
Mean	5.162908967
Median Absolute Deviation (MAD)	0.568
Skewness	0.5585924837
Sum	163395.743
Variance	0.7586819866

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4.838	47	0.1%
4.897	47	0.1%
4.802	42	0.1%
4.875	42	0.1%
4.762	41	0.1%
4.887	41	0.1%
4.942	41	0.1%
4.788	40	0.1%
4.83	40	0.1%
4.947	39	0.1%
4.895	39	0.1%
4.828	38	0.1%
4.72	38	0.1%
4.817	37	0.1%
4.713	37	0.1%
4.93	37	0.1%
4.988	37	0.1%
4.803	37	0.1%
4.865	37	0.1%
4.808	36	0.1%
5.005	36	0.1%
4.78	36	0.1%
4.902	36	0.1%
4.932	36	0.1%
4.973	36	0.1%
Other values (2634)	30675	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.662	1	< 0.1%
1.712	3	< 0.1%
1.713	1	< 0.1%
1.737	1	< 0.1%
1.765	1	< 0.1%
1.767	1	< 0.1%
1.813	1	< 0.1%
1.817	3	< 0.1%
1.83	2	< 0.1%
1.875	1	< 0.1%

Value	Count	Frequency (%)
11.238	1	< 0.1%
10.282	1	< 0.1%
9.498	1	< 0.1%
9.483	1	< 0.1%
9.445	1	< 0.1%
9.108	1	< 0.1%
9.018	1	< 0.1%
8.955	1	< 0.1%
8.837	1	< 0.1%
8.823	1	< 0.1%

20k_avgSpeed
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	5228
Unique (%)	16.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.2660773508594545
Minimum	1.8050000000000002
Maximum	11.2175
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1.805
5-th percentile	3.988675
Q1	4.5835
median	5.1
Q3	5.8075
95-th percentile	7.096625
Maximum	11.2175
Range	9.4125
Interquartile range (IQR)	1.224

Descriptive statistics

Standard deviation	0.9579892991
Coefficient of variation (CV)	0.181917058
Kurtosis	0.596195049
Mean	5.266077351
Median Absolute Deviation (MAD)	0.596
Skewness	0.7219371765
Sum	166660.816
Variance	0.9177434972

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4.9665	28	0.1%
4.8365	27	0.1%
4.9085	25	0.1%
4.94	25	0.1%
4.83	24	0.1%
4.8625	24	0.1%
4.926	23	0.1%
4.9685	23	0.1%
4.809	23	0.1%
4.98	23	0.1%
5.431	22	0.1%
4.906	22	0.1%
5.4565	22	0.1%
4.9435	22	0.1%
4.8335	22	0.1%
5.054	22	0.1%
4.2825	21	0.1%
4.746	21	0.1%
4.905	21	0.1%
4.7025	21	0.1%
4.871	21	0.1%
4.9035	21	0.1%
4.86	21	0.1%
4.8285	21	0.1%
4.9975	21	0.1%
Other values (5203)	31082	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.805	1	< 0.1%
1.829	1	< 0.1%
1.83	1	< 0.1%
1.849	1	< 0.1%
1.8825	2	< 0.1%
1.901	1	< 0.1%
1.9165	1	< 0.1%
1.9515	1	< 0.1%
1.9525	3	< 0.1%
1.954	1	< 0.1%

Value	Count	Frequency (%)
11.2175	1	< 0.1%
10.5875	1	< 0.1%
9.996	1	< 0.1%
9.806	1	< 0.1%
9.479	1	< 0.1%
9.469	1	< 0.1%
9.4565	1	< 0.1%
9.451	1	< 0.1%
9.381	1	< 0.1%
9.3085	1	< 0.1%

25k_avgSpeed
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	6556
Unique (%)	20.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.343255232558139
Minimum	1.8319999999999999
Maximum	11.560799999999999
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1.832
5-th percentile	4.0048
Q1	4.6172
median	5.154
Q3	5.908
95-th percentile	7.3448
Maximum	11.5608
Range	9.7288
Interquartile range (IQR)	1.2908

Descriptive statistics

Standard deviation	1.022874311
Coefficient of variation (CV)	0.1914328001
Kurtosis	0.6657078364
Mean	5.343255233
Median Absolute Deviation (MAD)	0.6232
Skewness	0.7952161924
Sum	169103.3416
Variance	1.046271855

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4.932	25	0.1%
4.9228	21	0.1%
4.96	21	0.1%
5.318	21	0.1%
5.2068	21	0.1%
4.716	21	0.1%
4.7288	20	0.1%
4.8408	20	0.1%
4.8492	20	0.1%
5.0108	19	0.1%
4.9688	19	0.1%
4.868	19	0.1%
4.8032	19	0.1%
4.9968	18	0.1%
5.04	18	0.1%
5.0472	18	0.1%
4.5468	18	0.1%
5.3248	17	0.1%
4.9088	17	0.1%
4.818	17	0.1%
4.8812	17	0.1%
4.792	17	0.1%
4.7688	17	0.1%
5.0212	17	0.1%
4.8208	17	0.1%
Other values (6531)	31174	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.832	1	< 0.1%
1.8548	2	< 0.1%
1.898	1	< 0.1%
1.9068	2	< 0.1%
1.942	1	< 0.1%
1.9552	1	< 0.1%
1.966	4	< 0.1%
1.9668	1	< 0.1%
1.99	1	< 0.1%
2.0132	2	< 0.1%

Value	Count	Frequency (%)
11.5608	1	< 0.1%
11.274	1	< 0.1%
10.6108	1	< 0.1%
10.3632	1	< 0.1%
10.0232	1	< 0.1%
9.8388	1	< 0.1%
9.7508	1	< 0.1%
9.7212	1	< 0.1%
9.6628	1	< 0.1%
9.634	1	< 0.1%

30k_avgSpeed
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	7926
Unique (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.46317182760364
Minimum	1.8816666666666668
Maximum	12.546
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1.881666667
5-th percentile	4.045783333
Q1	4.683833333
median	5.25
Q3	6.073333333
95-th percentile	7.618766667
Maximum	12.546
Range	10.66433333
Interquartile range (IQR)	1.3895

Descriptive statistics

Standard deviation	1.096327933
Coefficient of variation (CV)	0.2006760848
Kurtosis	0.6447323519
Mean	5.463171828
Median Absolute Deviation (MAD)	0.664
Skewness	0.8279680976
Sum	172898.462
Variance	1.201934937

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4.877333333	19	0.1%
5.075	18	0.1%
5.541666667	17	0.1%
5.172333333	17	0.1%
4.864	17	0.1%
5.259333333	16	0.1%
5.207333333	16	0.1%
4.556	16	0.1%
5.126666667	16	0.1%
4.935	16	0.1%
4.905666667	16	0.1%
5.169	15	< 0.1%
5.481666667	15	< 0.1%
4.906666667	15	< 0.1%
5.105666667	15	< 0.1%
4.262333333	15	< 0.1%
5.028333333	15	< 0.1%
5.376	15	< 0.1%
4.237666667	15	< 0.1%
5.504	15	< 0.1%
4.791	15	< 0.1%
5.166666667	14	< 0.1%
4.834	14	< 0.1%
5.059	14	< 0.1%
5.014	14	< 0.1%
Other values (7901)	31258	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.881666667	1	< 0.1%
1.901	2	< 0.1%
1.953333333	1	< 0.1%
1.957666667	1	< 0.1%
1.972666667	1	< 0.1%
1.992333333	1	< 0.1%
1.997333333	2	< 0.1%
2.005666667	1	< 0.1%
2.027333333	1	< 0.1%
2.028333333	1	< 0.1%

Value	Count	Frequency (%)
12.546	1	< 0.1%
12.24	1	< 0.1%
10.805	1	< 0.1%
10.55733333	1	< 0.1%
10.31933333	1	< 0.1%
10.319	1	< 0.1%
10.14833333	1	< 0.1%
10.02433333	1	< 0.1%
9.989333333	1	< 0.1%
9.984	1	< 0.1%

35k_avgSpeed
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	9342
Unique (%)	29.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.600963581539795
Minimum	1.9262857142857144
Maximum	12.838
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1.926285714
5-th percentile	4.098571429
Q1	4.77
median	5.367142857
Q3	6.267714286
95-th percentile	7.8895
Maximum	12.838
Range	10.91171429
Interquartile range (IQR)	1.497714286

Descriptive statistics

Standard deviation	1.165018063
Coefficient of variation (CV)	0.2080031491
Kurtosis	0.5190601842
Mean	5.600963582
Median Absolute Deviation (MAD)	0.7097142857
Skewness	0.8164986246
Sum	177259.2954
Variance	1.357267087

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5.04	17	0.1%
5.322285714	17	0.1%
4.814857143	16	0.1%
4.949142857	16	0.1%
4.881428571	15	< 0.1%
5.152	15	< 0.1%
5.147714286	15	< 0.1%
5.216571429	15	< 0.1%
4.790571429	14	< 0.1%
4.874285714	14	< 0.1%
4.768	14	< 0.1%
5.137142857	14	< 0.1%
5.088571429	14	< 0.1%
4.846285714	14	< 0.1%
5.14	13	< 0.1%
5.216285714	13	< 0.1%
4.843714286	13	< 0.1%
5.071428571	13	< 0.1%
4.995142857	13	< 0.1%
5.224285714	13	< 0.1%
5.129428571	13	< 0.1%
5.078	13	< 0.1%
4.853714286	13	< 0.1%
5.387714286	13	< 0.1%
5.590571429	13	< 0.1%
Other values (9317)	31295	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.926285714	1	< 0.1%
1.938	2	< 0.1%
2.006571429	1	< 0.1%
2.017142857	1	< 0.1%
2.023714286	2	< 0.1%
2.033714286	1	< 0.1%
2.04	1	< 0.1%
2.062285714	1	< 0.1%
2.074285714	1	< 0.1%
2.074857143	1	< 0.1%

Value	Count	Frequency (%)
12.838	1	< 0.1%
12.56628571	1	< 0.1%
11.18857143	1	< 0.1%
10.87371429	1	< 0.1%
10.64857143	1	< 0.1%
10.44628571	1	< 0.1%
10.38485714	1	< 0.1%
10.33342857	1	< 0.1%
10.32485714	1	< 0.1%
10.27228571	1	< 0.1%

40k_avgSpeed
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	10391
Unique (%)	32.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.70476137512639
Minimum	1.9024999999999999
Maximum	12.70875
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1.9025
5-th percentile	4.137175
Q1	4.8405
median	5.461875
Q3	6.41425
95-th percentile	8.0425
Maximum	12.70875
Range	10.80625
Interquartile range (IQR)	1.57375

Descriptive statistics

Standard deviation	1.201879531
Coefficient of variation (CV)	0.210680071
Kurtosis	0.3720835143
Mean	5.704761375
Median Absolute Deviation (MAD)	0.741375
Skewness	0.7709058553
Sum	180544.288
Variance	1.444514408

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5.14	16	0.1%
5.04175	15	< 0.1%
5.20675	15	< 0.1%
5.147	14	< 0.1%
5.033	13	< 0.1%
5.173	13	< 0.1%
5.45325	13	< 0.1%
5.1205	13	< 0.1%
4.99675	13	< 0.1%
5.0105	12	< 0.1%
5.072	12	< 0.1%
5.335	12	< 0.1%
4.97125	12	< 0.1%
5.475	12	< 0.1%
5.123	12	< 0.1%
5.58375	11	< 0.1%
5.1845	11	< 0.1%
4.8925	11	< 0.1%
5.45875	11	< 0.1%
4.86075	11	< 0.1%
4.898	11	< 0.1%
4.9655	11	< 0.1%
5.583	11	< 0.1%
5.17675	11	< 0.1%
5.62375	11	< 0.1%
Other values (10366)	31341	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.9025	1	< 0.1%
1.9175	1	< 0.1%
1.918	1	< 0.1%
1.99575	1	< 0.1%
1.998	1	< 0.1%
2.0045	2	< 0.1%
2.01075	1	< 0.1%
2.0155	1	< 0.1%
2.04575	1	< 0.1%
2.05425	2	< 0.1%

Value	Count	Frequency (%)
12.70875	1	< 0.1%
12.70425	1	< 0.1%
11.39925	1	< 0.1%
10.91425	1	< 0.1%
10.832	1	< 0.1%
10.53825	1	< 0.1%
10.44875	1	< 0.1%
10.41625	1	< 0.1%
10.3205	1	< 0.1%
10.28425	1	< 0.1%

rank_overall
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	31595
Unique (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15834.008657735087
Minimum	1
Maximum	31931
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1530.35
Q1	7879.75
median	15829.5
Q3	23785.25
95-th percentile	30149.65
Maximum	31931
Range	31930
Interquartile range (IQR)	15905.5

Descriptive statistics

Standard deviation	9182.364552
Coefficient of variation (CV)	0.5799140793
Kurtosis	-1.199877423
Mean	15834.00866
Median Absolute Deviation (MAD)	7953
Skewness	0.001798552736
Sum	501114706
Variance	84315818.76

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	2	< 0.1%
49	2	< 0.1%
6	2	< 0.1%
34	2	< 0.1%
10	2	< 0.1%
2	2	< 0.1%
38	2	< 0.1%
22	2	< 0.1%
14	2	< 0.1%
30	2	< 0.1%
46	2	< 0.1%
25	2	< 0.1%
47	2	< 0.1%
17	2	< 0.1%
41	2	< 0.1%
33	2	< 0.1%
7	2	< 0.1%
1	2	< 0.1%
9	2	< 0.1%
39	2	< 0.1%
31	2	< 0.1%
23	2	< 0.1%
18	2	< 0.1%
42	2	< 0.1%
50	2	< 0.1%
Other values (31570)	31598	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
31931	1	< 0.1%
31930	1	< 0.1%
31929	1	< 0.1%
31926	1	< 0.1%
31925	1	< 0.1%
31917	1	< 0.1%
31909	1	< 0.1%
31907	1	< 0.1%
31906	1	< 0.1%
31903	1	< 0.1%

rank_in_gender_only
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	17490
Unique (%)	55.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8003.025404448938
Minimum	1
Maximum	17575
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1
5-th percentile	767.35
Q1	3940
median	7919
Q3	11893
95-th percentile	15914.65
Maximum	17575
Range	17574
Interquartile range (IQR)	7953

Descriptive statistics

Standard deviation	4733.295012
Coefficient of variation (CV)	0.591438209
Kurtosis	-1.072844482
Mean	8003.025404
Median Absolute Deviation (MAD)	3976.5
Skewness	0.09915551468
Sum	253279748
Variance	22404081.67

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	4	< 0.1%
4	4	< 0.1%
2	4	< 0.1%
7	4	< 0.1%
3	4	< 0.1%
8	4	< 0.1%
9	4	< 0.1%
10	4	< 0.1%
6	4	< 0.1%
11	4	< 0.1%
1	4	< 0.1%
31	3	< 0.1%
23	3	< 0.1%
35	3	< 0.1%
28	3	< 0.1%
29	3	< 0.1%
26	3	< 0.1%
19	3	< 0.1%
41	3	< 0.1%
39	3	< 0.1%
33	3	< 0.1%
14	3	< 0.1%
17	3	< 0.1%
38	3	< 0.1%
30	3	< 0.1%
Other values (17465)	31562	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	4	< 0.1%
3	4	< 0.1%
4	4	< 0.1%
5	4	< 0.1%
6	4	< 0.1%
7	4	< 0.1%
8	4	< 0.1%
9	4	< 0.1%
10	4	< 0.1%

Value	Count	Frequency (%)
17575	1	< 0.1%
17574	1	< 0.1%
17573	1	< 0.1%
17571	1	< 0.1%
17562	1	< 0.1%
17561	1	< 0.1%
17558	1	< 0.1%
17555	1	< 0.1%
17554	1	< 0.1%
17553	1	< 0.1%

rank_in_division
Real number (ℝ_≥0)

Distinct count	6921
Unique (%)	21.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1922.8003665318504
Minimum	1
Maximum	6979
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1
5-th percentile	98
Q1	607
median	1418
Q3	2601
95-th percentile	5613.65
Maximum	6979
Range	6978
Interquartile range (IQR)	1994

Descriptive statistics

Standard deviation	1704.844465
Coefficient of variation (CV)	0.8866466301
Kurtosis	0.3354066435
Mean	1922.800367
Median Absolute Deviation (MAD)	917
Skewness	1.113716829
Sum	60852786
Variance	2906494.651

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	23	0.1%
3	22	0.1%
2	22	0.1%
8	20	0.1%
5	20	0.1%
7	20	0.1%
4	20	0.1%
9	19	0.1%
11	19	0.1%
10	19	0.1%
6	19	0.1%
19	18	0.1%
14	18	0.1%
15	18	0.1%
18	18	0.1%
13	18	0.1%
17	18	0.1%
23	17	0.1%
24	17	0.1%
31	17	0.1%
39	17	0.1%
12	17	0.1%
38	17	0.1%
22	17	0.1%
27	17	0.1%
Other values (6896)	31181	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	23	0.1%
2	22	0.1%
3	22	0.1%
4	20	0.1%
5	20	0.1%
6	19	0.1%
7	20	0.1%
8	20	0.1%
9	19	0.1%
10	19	0.1%

Value	Count	Frequency (%)
6979	1	< 0.1%
6977	1	< 0.1%
6969	1	< 0.1%
6968	1	< 0.1%
6962	1	< 0.1%
6960	1	< 0.1%
6953	1	< 0.1%
6952	1	< 0.1%
6951	1	< 0.1%
6950	1	< 0.1%

age
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	64
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	42.38470045500505
Minimum	18
Maximum	81
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	18
5-th percentile	25
Q1	33
median	42
Q3	50
95-th percentile	61
Maximum	81
Range	63
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	11.29978446
Coefficient of variation (CV)	0.2666005502
Kurtosis	-0.56427208
Mean	42.38470046
Median Absolute Deviation (MAD)	8
Skewness	0.1670120483
Sum	1341391
Variance	127.6851288

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
45	1191	3.8%
46	1149	3.6%
40	1075	3.4%
47	1053	3.3%
42	1034	3.3%
50	1004	3.2%
41	976	3.1%
43	961	3.0%
48	904	2.9%
51	897	2.8%
49	878	2.8%
44	876	2.8%
36	873	2.8%
39	873	2.8%
35	835	2.6%
37	805	2.5%
52	798	2.5%
38	792	2.5%
32	780	2.5%
28	759	2.4%
30	756	2.4%
31	749	2.4%
27	733	2.3%
29	727	2.3%
33	712	2.2%
Other values (39)	9458	29.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	33	0.1%
19	41	0.1%
20	111	0.4%
21	171	0.5%
22	275	0.9%
23	346	1.1%
24	479	1.5%
25	555	1.8%
26	702	2.2%
27	733	2.3%

Value	Count	Frequency (%)
81	5	< 0.1%
80	3	< 0.1%
79	3	< 0.1%
78	5	< 0.1%
77	6	< 0.1%
76	13	< 0.1%
75	17	0.1%
74	13	< 0.1%
73	22	0.1%
72	31	0.1%

age_division
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	11
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.3011880687563195
Minimum	0
Maximum	10
Zeros	8626
Zeros (%)	27.3%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4
95-th percentile	6
Maximum	10
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.006428473
Coefficient of variation (CV)	0.8719098191
Kurtosis	-0.4533974778
Mean	2.301188069
Median Absolute Deviation (MAD)	2
Skewness	0.566891037
Sum	72828
Variance	4.025755216

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8626	27.3%
3	5175	16.4%
2	4922	15.6%
1	4178	13.2%
4	3921	12.4%
5	2519	8.0%
6	1434	4.5%
7	646	2.0%
8	175	0.6%
9	44	0.1%
10	8	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8626	27.3%
1	4178	13.2%
2	4922	15.6%
3	5175	16.4%
4	3921	12.4%
5	2519	8.0%
6	1434	4.5%
7	646	2.0%
8	175	0.6%
9	44	0.1%

Value	Count	Frequency (%)
10	8	< 0.1%
9	44	0.1%
8	175	0.6%
7	646	2.0%
6	1434	4.5%
5	2519	8.0%
4	3921	12.4%
3	5175	16.4%
2	4922	15.6%
1	4178	13.2%

gender
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	247.4 KiB

M	17484
F	14164

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	2
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	31648	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	31648	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	31648	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

country
Categorical

HIGH CARDINALITY

Distinct count	78
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	247.4 KiB

USA	26939
CAN	2164
GBR	341
ITA	209
MEX	202
Other values (73)	1793

Value	Count	Frequency (%)
USA	26939	85.1%
CAN	2164	6.8%
GBR	341	1.1%
ITA	209	0.7%
MEX	202	0.6%
GER	180	0.6%
JPN	172	0.5%
AUS	123	0.4%
IRL	116	0.4%
FRA	113	0.4%
ESP	87	0.3%
BRA	85	0.3%
SWE	66	0.2%
SUI	62	0.2%
KOR	60	0.2%
NED	54	0.2%
HKG	53	0.2%
DEN	49	0.2%
CHN	42	0.1%
COL	40	0.1%
CHI	29	0.1%
FIN	28	0.1%
BEL	27	0.1%
ISL	27	0.1%
SIN	23	0.1%
Other values (53)	357	1.1%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	26
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
A	29739	31.3%
S	27390	28.8%
U	27216	28.7%
N	2616	2.8%
C	2316	2.4%
R	1048	1.1%
E	782	0.8%
G	615	0.6%
I	515	0.5%
B	477	0.5%
P	315	0.3%
T	265	0.3%
L	258	0.3%
M	210	0.2%
X	206	0.2%
J	172	0.2%
O	161	0.2%
H	141	0.1%
F	141	0.1%
K	132	0.1%
D	112	0.1%
W	66	0.1%
V	24	< 0.1%
Z	22	< 0.1%
Y	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	94944	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	29739	31.3%
S	27390	28.8%
U	27216	28.7%
N	2616	2.8%
C	2316	2.4%
R	1048	1.1%
E	782	0.8%
G	615	0.6%
I	515	0.5%
B	477	0.5%
P	315	0.3%
T	265	0.3%
L	258	0.3%
M	210	0.2%
X	206	0.2%
J	172	0.2%
O	161	0.2%
H	141	0.1%
F	141	0.1%
K	132	0.1%
D	112	0.1%
W	66	0.1%
V	24	< 0.1%
Z	22	< 0.1%
Y	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	94944	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
A	29739	31.3%
S	27390	28.8%
U	27216	28.7%
N	2616	2.8%
C	2316	2.4%
R	1048	1.1%
E	782	0.8%
G	615	0.6%
I	515	0.5%
B	477	0.5%
P	315	0.3%
T	265	0.3%
L	258	0.3%
M	210	0.2%
X	206	0.2%
J	172	0.2%
O	161	0.2%
H	141	0.1%
F	141	0.1%
K	132	0.1%
D	112	0.1%
W	66	0.1%
V	24	< 0.1%
Z	22	< 0.1%
Y	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	94944	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
A	29739	31.3%
S	27390	28.8%
U	27216	28.7%
N	2616	2.8%
C	2316	2.4%
R	1048	1.1%
E	782	0.8%
G	615	0.6%
I	515	0.5%
B	477	0.5%
P	315	0.3%
T	265	0.3%
L	258	0.3%
M	210	0.2%
X	206	0.2%
J	172	0.2%
O	161	0.2%
H	141	0.1%
F	141	0.1%
K	132	0.1%
D	112	0.1%
W	66	0.1%
V	24	< 0.1%
Z	22	< 0.1%
Y	3	< 0.1%

state
Categorical

HIGH CARDINALITY

Distinct count	69
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	247.4 KiB

MA	7427
others	2545
CA	2302
NY	1537
ON	1045
Other values (64)	16792

Value	Count	Frequency (%)
MA	7427	23.5%
others	2545	8.0%
CA	2302	7.3%
NY	1537	4.9%
ON	1045	3.3%
PA	997	3.2%
TX	988	3.1%
IL	911	2.9%
OH	754	2.4%
FL	745	2.4%
VA	709	2.2%
MI	689	2.2%
NC	617	1.9%
WA	595	1.9%
CO	576	1.8%
NJ	564	1.8%
MN	554	1.8%
MD	522	1.6%
NH	521	1.6%
CT	520	1.6%
GA	441	1.4%
UT	429	1.4%
WI	429	1.4%
QC	418	1.3%
OR	405	1.3%
Other values (44)	4408	13.9%

Length

Max length	6
Median length	2
Mean length	2.321663296
Min length	2

Overview of Unicode Properties

Unique unicode characters	32
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
A	13433	18.3%
M	9921	13.5%
N	5865	8.0%
C	5023	6.8%
O	3125	4.3%
I	2874	3.9%
o	2545	3.5%
t	2545	3.5%
h	2545	3.5%
e	2545	3.5%
r	2545	3.5%
s	2545	3.5%
T	2406	3.3%
L	1854	2.5%
Y	1708	2.3%
H	1323	1.8%
W	1102	1.5%
P	1038	1.4%
V	993	1.4%
X	988	1.3%
D	974	1.3%
F	745	1.0%
R	702	1.0%
J	564	0.8%
S	539	0.7%
Other values (7)	3029	4.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	58206	79.2%
Lowercase Letter	15270	20.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	2545	16.7%
t	2545	16.7%
h	2545	16.7%
e	2545	16.7%
r	2545	16.7%
s	2545	16.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	13433	23.1%
M	9921	17.0%
N	5865	10.1%
C	5023	8.6%
O	3125	5.4%
I	2874	4.9%
T	2406	4.1%
L	1854	3.2%
Y	1708	2.9%
H	1323	2.3%
W	1102	1.9%
P	1038	1.8%
V	993	1.7%
X	988	1.7%
D	974	1.7%
F	745	1.3%
R	702	1.2%
J	564	1.0%
S	539	0.9%
B	513	0.9%
K	458	0.8%
E	452	0.8%
G	442	0.8%
U	430	0.7%
Q	418	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	73476	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
A	13433	18.3%
M	9921	13.5%
N	5865	8.0%
C	5023	6.8%
O	3125	4.3%
I	2874	3.9%
o	2545	3.5%
t	2545	3.5%
h	2545	3.5%
e	2545	3.5%
r	2545	3.5%
s	2545	3.5%
T	2406	3.3%
L	1854	2.5%
Y	1708	2.3%
H	1323	1.8%
W	1102	1.5%
P	1038	1.4%
V	993	1.4%
X	988	1.3%
D	974	1.3%
F	745	1.0%
R	702	1.0%
J	564	0.8%
S	539	0.7%
Other values (7)	3029	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	73476	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
A	13433	18.3%
M	9921	13.5%
N	5865	8.0%
C	5023	6.8%
O	3125	4.3%
I	2874	3.9%
o	2545	3.5%
t	2545	3.5%
h	2545	3.5%
e	2545	3.5%
r	2545	3.5%
s	2545	3.5%
T	2406	3.3%
L	1854	2.5%
Y	1708	2.3%
H	1323	1.8%
W	1102	1.5%
P	1038	1.4%
V	993	1.4%
X	988	1.3%
D	974	1.3%
F	745	1.0%
R	702	1.0%
J	564	0.8%
S	539	0.7%
Other values (7)	3029	4.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	5k	10k	20k	half	25k	30k	35k	40k	official	pace	5k_avgSpeed	10k_avgSpeed	20k_avgSpeed	25k_avgSpeed	30k_avgSpeed	35k_avgSpeed	40k_avgSpeed	rank_overall	rank_in_gender_only	rank_in_division	age	age_division	gender	country	state
0	8.02	17.37	37.65	39.72	47.67	59.18	71.40	80.43	85.25	3.27	1.604	1.737	1.8825	1.9068	1.972667	2.040000	2.01075	8	8	8	47	3	M	JPN	others
1	16.22	32.58	65.83	69.47	82.43	99.33	116.37	132.10	138.95	5.30	3.244	3.258	3.2915	3.2972	3.311000	3.324857	3.30250	21	1	1	33	0	F	KEN	others
2	7.75	16.62	36.10	38.03	45.80	56.45	67.42	76.10	80.60	3.08	1.550	1.662	1.8050	1.8320	1.881667	1.926286	1.90250	1	1	1	41	2	M	RSA	others
3	16.20	32.57	65.83	69.47	82.43	99.33	116.37	132.95	140.58	5.37	3.240	3.257	3.2915	3.2972	3.311000	3.324857	3.32375	27	3	3	24	0	F	ETH	others
4	8.02	17.12	36.58	38.60	46.37	57.03	67.83	76.72	81.23	3.10	1.604	1.712	1.8290	1.8548	1.901000	1.938000	1.91800	2	2	2	40	2	M	JPN	others
5	16.22	32.58	65.83	69.47	82.45	99.33	116.37	132.95	140.68	5.37	3.244	3.258	3.2915	3.2980	3.311000	3.324857	3.32375	28	4	4	29	0	F	KEN	others
6	8.38	17.65	37.65	39.72	47.67	58.60	70.23	79.83	84.65	3.23	1.676	1.765	1.8825	1.9068	1.953333	2.006571	1.99575	4	4	4	28	0	M	SUI	others
7	15.17	30.48	61.62	64.85	76.95	92.52	107.47	122.80	129.83	4.97	3.034	3.048	3.0810	3.0780	3.084000	3.070571	3.07000	5	5	5	29	0	M	ETH	others
8	8.00	17.12	36.60	38.60	46.37	57.03	67.83	76.70	81.23	3.10	1.600	1.712	1.8300	1.8548	1.901000	1.938000	1.91750	3	3	3	43	2	M	JPN	others
9	15.15	30.48	61.78	65.23	77.68	94.78	112.27	129.83	137.83	5.27	3.030	3.048	3.0890	3.1072	3.159333	3.207714	3.24575	20	20	20	31	0	M	USA	CA

Last rows

	5k	10k	20k	half	25k	30k	35k	40k	official	pace	5k_avgSpeed	10k_avgSpeed	20k_avgSpeed	25k_avgSpeed	30k_avgSpeed	35k_avgSpeed	40k_avgSpeed	rank_overall	rank_in_gender_only	rank_in_division	age	age_division	gender	country	state
31638	32.80	68.18	145.92	154.50	188.33	229.33	271.10	314.93	331.83	12.67	6.560	6.818	7.2960	7.5332	7.644333	7.745714	7.87325	29638	16541	5604	31	0	M	USA	MA
31639	34.12	69.53	144.65	153.02	190.55	237.68	288.30	336.62	356.20	13.60	6.824	6.953	7.2325	7.6220	7.922667	8.237143	8.41550	30827	17092	1725	56	5	M	USA	MA
31640	31.60	63.95	128.43	135.50	161.75	200.45	230.20	275.02	288.85	11.03	6.320	6.395	6.4215	6.4700	6.681667	6.577143	6.87550	25975	14730	4993	33	0	M	USA	MA
31641	29.82	63.33	130.45	136.98	165.40	208.53	246.65	286.62	302.93	11.57	5.964	6.333	6.5225	6.6160	6.951000	7.047143	7.16550	27490	15472	5217	37	1	M	USA	MA
31642	37.10	76.75	163.78	173.45	210.07	257.60	305.57	352.18	374.22	14.28	7.420	7.675	8.1890	8.4028	8.586667	8.730571	8.80450	31296	17288	2598	44	2	M	USA	MA
31643	26.13	50.72	99.55	104.78	124.02	148.65	174.90	200.22	211.75	8.08	5.226	5.072	4.9775	4.9608	4.955000	4.997143	5.00550	9849	7500	3414	32	0	M	USA	CA
31644	31.07	61.28	128.37	135.85	165.02	203.43	244.70	285.47	302.52	11.55	6.214	6.128	6.4185	6.6008	6.781000	6.991429	7.13675	27456	15459	5212	34	0	M	USA	MA
31645	28.18	59.00	123.33	130.57	157.02	192.65	229.62	266.30	282.00	10.77	5.636	5.900	6.1665	6.2808	6.421667	6.560571	6.65750	25092	10788	5231	21	0	F	USA	CT
31646	30.98	63.75	129.90	137.03	167.82	207.52	247.18	285.87	302.73	11.55	6.196	6.375	6.4950	6.7128	6.917333	7.062286	7.14675	27476	12009	5800	38	1	F	USA	MA
31647	26.92	53.63	108.03	114.13	135.02	161.83	189.68	216.48	228.30	8.72	5.384	5.363	5.4015	5.4008	5.394333	5.419429	5.41200	14844	9771	1396	54	4	M	USA	PA

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows